Notebook

Speech Emotion Recognition 😁😍🤮😔😨😡

¶

1. Import Libraries and Data

In [2]:

!pip install librosa

Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/
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In [3]:

import pandas as pd
import numpy as np
import seaborn as sns
import matplotlib.pyplot as plt

import os
import glob
from pathlib import Path

import librosa
import librosa.display
import IPython
from IPython.display import Audio
from scipy.io.wavfile import read, write

from sklearn.preprocessing import StandardScaler, OneHotEncoder
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix, classification_report
import sklearn

import tensorflow as tf
from tensorflow.keras.utils import plot_model
from keras.callbacks import ModelCheckpoint
from tensorflow.keras.models import load_model, save_model

/usr/local/lib/python3.7/dist-packages/resampy/interpn.py:114: NumbaWarning: The TBB threading layer requires TBB version 2019.5 or later i.e., TBB_INTERFACE_VERSION >= 11005. Found TBB_INTERFACE_VERSION = 9107. The TBB threading layer is disabled.
  _resample_loop_p(x, t_out, interp_win, interp_delta, num_table, scale, y)

In [4]:

! pip install kaggle
! mkdir ~/.kaggle
! cp kaggle.json ~/.kaggle/
! chmod 600 ~/.kaggle/kaggle.json
! kaggle datasets download ejlok1/toronto-emotional-speech-set-tess
! unzip /content/toronto-emotional-speech-set-tess.zip

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  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_beg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_bite_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_boat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_bone_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_book_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_bought_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_burn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_cab_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_calm_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_came_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_cause_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_chain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_chair_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_chalk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_chat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_check_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_cheek_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_chief_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_choice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_cool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dab_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_date_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dead_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_death_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_deep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dime_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_ditch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dodge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_dog_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_doll_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_door_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_fail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_fall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_far_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_fat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_fit_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_five_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_food_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_gap_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_gas_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_gaze_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_germ_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_get_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_gin_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_goal_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_good_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_goose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_gun_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_half_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hash_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hate_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_have_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_haze_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hit_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hole_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_home_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hurl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_hush_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_jail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_jar_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_join_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_judge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_jug_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_juice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_keen_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_keep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_keg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_kick_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_kill_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_king_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_kite_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_knock_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_late_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_laud_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lean_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_learn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lease_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lid_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_life_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_limb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_live_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_loaf_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_long_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lore_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_lot_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_love_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_luck_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_make_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_match_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_merge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mess_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_met_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mill_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mob_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mode_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mood_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_moon_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mop_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_mouse_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_nag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_name_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_near_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_neat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_nice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_note_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_numb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pad_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_page_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pass_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pearl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_peg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_perch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_phone_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pick_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pike_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pole_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_pool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_puff_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_raid_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_raise_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_reach_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_read_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_red_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_ring_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_ripe_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_road_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_room_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rot_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rough_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_rush_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_said_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_search_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_seize_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sell_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_shack_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_shall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_shawl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sheep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_shirt_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_should_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_shout_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_size_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_soap_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_soup_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sour_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_south_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sub_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_such_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_sure_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_take_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_talk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tape_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_team_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tell_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_thin_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_third_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_thought_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_thumb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_time_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_ton_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_tough_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_turn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_vine_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_voice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_void_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_vote_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_wag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_walk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_wash_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_week_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_wheat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_when_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_which_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_whip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_white_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_wife_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_wire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_witch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_yearn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_yes_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_young_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_disgust/OAF_youth_disgust.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_back_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bar_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_base_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bath_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bean_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_beg_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bite_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_boat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bone_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_book_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_bought_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_burn_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_cab_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_calm_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_came_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_cause_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_chain_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_chair_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_chalk_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_chat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_check_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_cheek_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_chief_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_choice_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_cool_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dab_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_date_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dead_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_death_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_deep_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dime_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dip_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_ditch_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dodge_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_dog_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_doll_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_door_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_fail_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_fall_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_far_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_fat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_fit_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_five_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_food_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_gap_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_gas_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_gaze_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_germ_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_get_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_gin_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_goal_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_good_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_goose_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_gun_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_half_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hall_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hash_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hate_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_have_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_haze_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hire_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hit_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hole_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_home_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hurl_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_hush_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_jail_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_jar_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_join_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_judge_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_jug_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_juice_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_keen_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_keep_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_keg_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_kick_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_kill_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_king_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_kite_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_knock_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_late_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_laud_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lean_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_learn_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lease_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lid_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_life_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_limb_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_live_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_loaf_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_long_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lore_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lose_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_lot_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_love_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_luck_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_make_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_match_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_merge_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mess_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_met_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mill_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mob_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mode_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mood_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_moon_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mop_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_mouse_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_nag_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_name_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_near_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_neat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_nice_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_note_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_numb_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pad_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_page_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pain_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pass_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pearl_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_peg_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_perch_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_phone_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pick_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pike_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pole_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_pool_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_puff_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rag_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_raid_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rain_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_raise_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_reach_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_read_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_red_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_ring_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_ripe_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_road_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_room_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rose_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rot_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rough_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_rush_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_said_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sail_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_search_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_seize_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sell_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_shack_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_shall_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_shawl_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sheep_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_shirt_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_should_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_shout_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_size_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_soap_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_soup_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sour_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_south_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sub_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_such_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_sure_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_take_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_talk_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tape_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_team_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tell_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_thin_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_third_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_thought_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_thumb_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_time_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tip_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tire_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_ton_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tool_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_tough_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_turn_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_vine_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_voice_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_void_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_vote_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_wag_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_walk_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_wash_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_week_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_wheat_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_when_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_which_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_whip_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_white_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_wife_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_wire_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_witch_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_yearn_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_yes_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_young_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_happy/OAF_youth_happy.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_back_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_bar_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_base_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_bath_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_bean_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_beg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_boat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_bone_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_book_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_bought_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_burn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_cab_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_calm_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_came_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_cause_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_chain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_chair_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_chalk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_chat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_check_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_cheek_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_chief_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_choice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_cool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dab_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_date_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dead_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_death_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_deep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dime_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_ditch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dodge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_dog_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_doll_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_door_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_fail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_fall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_far_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_fat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_fit_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_five_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_food_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_gap_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_gas_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_gaze_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_germ_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_get_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_gin_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_goal_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_good_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_goose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_gun_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_half_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hash_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hate_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_have_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_haze_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hit_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hole_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_home_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hurl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_hush_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_jail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_jar_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_join_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_judge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_jug_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_juice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_keen_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_keep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_keg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_kick_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_kill_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_king_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_kite_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_knock_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_late_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_laud_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lean_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_learn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lease_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lid_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_life_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_limb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_live_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_loaf_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_long_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lore_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_lot_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_love_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_luck_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_make_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_match_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_merge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mess_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_met_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mill_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mob_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mode_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mood_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_moon_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mop_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_mouse_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_nag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_name_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_near_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_neat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_nice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_note_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_numb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pad_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_page_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pass_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pearl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_peg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_perch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_phone_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pick_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pike_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pole_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_pool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_puff_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_raid_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_raise_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_reach_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_read_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_red_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_ring_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_ripe_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_road_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_room_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rot_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rough_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_rush_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_said_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_search_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_seize_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sell_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_shack_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_shall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_shawl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sheep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_shirt_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_should_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_shout_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_size_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_soap_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_soup_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sour_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_south_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sub_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_such_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_sure_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_take_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_talk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tape_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_team_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tell_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_thin_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_third_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_thought_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_thumb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_time_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_ton_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_tough_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_turn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_vine_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_voice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_void_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_vote_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_wag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_walk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_wash_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_week_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_wheat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_when_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_which_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_whip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_white_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_wife_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_wire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_witch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_yearn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_yes_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_young_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OAF_youth_neutral.wav  
  inflating: TESS Toronto emotional speech set data/OAF_neutral/OA_bite_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_back_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bar_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_base_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bath_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bean_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_beg_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bite_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_boat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bone_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_book_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_bought_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_burn_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_cab_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_calm_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_came_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_cause_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_chain_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_chair_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_chalk_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_chat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_check_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_cheek_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_chief_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_choice_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_cool_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dab_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_date_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dead_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_death_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_deep_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dime_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dip_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_ditch_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dodge_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_dog_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_doll_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_door_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_fail_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_fall_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_far_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_fat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_fit_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_five_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_food_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_gap_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_gas_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_gaze_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_germ_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_get_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_gin_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_goal_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_good_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_goose_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_gun_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_half_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hall_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hash_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hate_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_have_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_haze_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hire_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hit_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hole_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_home_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hurl_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_hush_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_jail_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_jar_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_join_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_judge_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_jug_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_juice_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_keen_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_keep_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_keg_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_kick_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_kill_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_king_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_kite_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_knock_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_late_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_laud_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lean_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_learn_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lease_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lid_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_life_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_limb_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_live_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_loaf_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_long_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lore_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lose_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_lot_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_love_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_luck_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_make_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_match_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_merge_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mess_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_met_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mill_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mob_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mode_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mood_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_moon_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mop_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_mouse_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_nag_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_name_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_near_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_neat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_nice_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_note_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_numb_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pad_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_page_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pain_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pass_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pearl_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_peg_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_perch_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_phone_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pick_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pike_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pole_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_pool_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_puff_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rag_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_raid_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rain_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_raise_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_reach_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_read_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_red_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_ring_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_ripe_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_road_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_room_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rose_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rot_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rough_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_rush_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_said_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sail_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_search_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_seize_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sell_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_shack_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_shall_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_shawl_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sheep_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_shirt_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_should_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_shout_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_size_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_soap_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_soup_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sour_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_south_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sub_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_such_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_sure_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_take_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_talk_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tape_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_team_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tell_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_thin_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_third_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_thought_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_thumb_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_time_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tip_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tire_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_ton_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tool_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_tough_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_turn_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_vine_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_voice_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_void_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_vote_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_wag_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_walk_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_wash_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_week_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_wheat_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_when_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_which_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_whip_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_white_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_wife_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_wire_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_witch_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_yearn_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_yes_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_young_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_angry/YAF_youth_angry.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_back_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bar_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_base_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bath_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bean_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_beg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bite_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_boat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bone_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_book_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_bought_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_burn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_cab_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_calm_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_came_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_cause_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_chain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_chair_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_chalk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_chat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_check_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_cheek_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_chief_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_choice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_cool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dab_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_date_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dead_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_death_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_deep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dime_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_ditch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dodge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_dog_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_doll_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_door_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_fail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_fall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_far_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_fat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_fit_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_five_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_food_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_gap_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_gas_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_gaze_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_germ_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_get_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_gin_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_goal_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_good_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_goose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_gun_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_half_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hash_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hate_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_have_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_haze_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hit_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hole_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_home_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hurl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_hush_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_jail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_jar_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_join_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_judge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_jug_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_juice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_keen_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_keep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_keg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_kick_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_kill_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_king_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_kite_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_knock_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_late_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_laud_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lean_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_learn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lease_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lid_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_life_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_limb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_live_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_loaf_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_long_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lore_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_lot_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_love_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_luck_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_make_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_match_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_merge_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mess_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_met_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mill_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mob_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mode_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mood_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_moon_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mop_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_mouse_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_nag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_name_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_near_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_neat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_nice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_note_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_numb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pad_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_page_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pass_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pearl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_peg_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_perch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_phone_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pick_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pike_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pole_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_pool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_puff_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_raid_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rain_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_raise_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_reach_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_read_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_red_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_ring_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_ripe_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_road_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_room_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rose_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rot_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rough_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_rush_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_said_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sail_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_search_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_seize_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sell_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_shack_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_shall_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_shawl_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sheep_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_shirt_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_should_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_shout_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_size_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_soap_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_soup_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sour_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_south_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sub_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_such_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_sure_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_take_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_talk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tape_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_team_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tell_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_thin_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_third_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_thought_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_thumb_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_time_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_ton_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tool_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_tough_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_turn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_vine_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_voice_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_void_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_vote_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_wag_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_walk_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_wash_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_week_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_wheat_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_when_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_which_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_whip_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_white_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_wife_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_wire_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_witch_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_yearn_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_yes_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_young_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_disgust/YAF_youth_disgust.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_back_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bar_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_base_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bath_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bean_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_beg_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bite_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_boat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bone_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_book_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_bought_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_burn_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_cab_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_calm_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_came_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_cause_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_chain_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_chair_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_chalk_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_chat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_check_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_cheek_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_chief_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_choice_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_cool_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dab_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_date_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dead_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_death_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_deep_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dime_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dip_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_ditch_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dodge_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_dog_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_doll_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_door_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_fail_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_fall_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_far_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_fat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_fit_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_five_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_germ_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_goose_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_gun_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_half_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_haze_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_hurl_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_jail_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_jug_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_juice_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_kick_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_king_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_kite_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_lid_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_life_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_limb_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_live_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_moon_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_mop_fear.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_nag_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_name_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_near_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_neat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_nice_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_note_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_numb_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pad_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_page_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pain_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pass_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pearl_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_peg_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_perch_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_phone_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pick_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pike_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pole_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_pool_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_puff_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rag_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_raid_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rain_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_raise_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_reach_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_read_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_red_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_ring_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_ripe_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_road_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_room_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rose_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rot_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rough_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_rush_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_said_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sail_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_search_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_seize_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sell_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_shack_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_shall_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_shawl_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sheep_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_shirt_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_should_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_shout_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_size_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_soap_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_soup_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sour_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_south_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sub_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_such_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_sure_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_take_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_talk_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tape_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_team_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tell_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_thin_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_third_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_thought_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_thumb_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_time_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tip_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tire_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_ton_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tool_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_tough_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_turn_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_vine_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_voice_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_void_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_vote_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_wag_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_walk_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_wash_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_week_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_wheat_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_when_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_which_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_whip_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_white_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_wife_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_wire_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_witch_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_yearn_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_yes_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_young_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_fear/YAF_youth_fear.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_back_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bar_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_base_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bath_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bean_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_beg_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bite_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_boat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bone_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_book_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_bought_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_burn_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_cab_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_calm_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_came_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_cause_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_chain_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_chair_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_chalk_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_chat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_check_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_cheek_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_chief_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_choice_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_cool_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dab_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_date_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dead_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_death_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_deep_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dime_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dip_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_ditch_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dodge_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_dog_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_doll_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_door_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_fail_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_fall_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_far_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_fat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_fit_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_five_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_food_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_gap_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_gas_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_gaze_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_germ_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_get_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_gin_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_goal_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_good_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_goose_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_gun_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_half_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hall_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hash_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hate_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_have_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_haze_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hire_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hit_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hole_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_home_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hurl_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_hush_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_jail_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_jar_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_join_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_judge_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_jug_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_juice_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_keen_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_keep_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_keg_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_kick_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_kill_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_king_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_kite_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_knock_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_late_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_laud_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lean_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_learn_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lease_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lid_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_life_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_limb_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_live_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_loaf_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_long_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lore_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lose_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_lot_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_love_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_luck_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_make_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_match_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_merge_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mess_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_met_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mill_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mob_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mode_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mood_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_moon_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mop_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_mouse_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_nag_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_name_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_near_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_neat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_nice_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_note_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_numb_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pad_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_page_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pain_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pass_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pearl_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_peg_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_perch_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_phone_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pick_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pike_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pole_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_pool_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_puff_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rag_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_raid_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rain_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_raise_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_reach_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_read_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_red_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_ring_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_ripe_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_road_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_room_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rose_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rot_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rough_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_rush_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_said_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sail_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_search_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_seize_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sell_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_shack_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_shall_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_shawl_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sheep_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_shirt_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_should_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_shout_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_size_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_soap_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_soup_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sour_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_south_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sub_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_such_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_sure_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_take_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_talk_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tape_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_team_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tell_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_thin_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_third_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_thought_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_thumb_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_time_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tip_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tire_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_ton_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tool_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_tough_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_turn_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_vine_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_voice_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_void_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_vote_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_wag_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_walk_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_wash_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_week_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_wheat_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_when_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_which_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_whip_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_white_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_wife_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_wire_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_witch_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_yearn_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_yes_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_young_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_happy/YAF_youth_happy.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_back_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bar_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_base_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bath_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bean_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_beg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bite_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_boat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bone_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_book_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_bought_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_burn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_cab_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_calm_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_came_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_cause_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_chain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_chair_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_chalk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_chat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_check_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_cheek_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_chief_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_choice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_cool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dab_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_date_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dead_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_death_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_deep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dime_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_ditch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dodge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_dog_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_doll_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_door_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_fail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_fall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_far_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_fat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_fit_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_five_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_food_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_gap_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_gas_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_gaze_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_germ_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_get_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_gin_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_goal_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_good_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_goose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_gun_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_half_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hash_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hate_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_have_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_haze_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hit_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hole_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_home_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hurl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_hush_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_jail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_jar_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_join_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_judge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_jug_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_juice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_keen_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_keep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_keg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_kick_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_kill_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_king_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_kite_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_knock_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_late_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_laud_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lean_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_learn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lease_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lid_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_life_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_limb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_live_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_loaf_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_long_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lore_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_lot_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_love_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_luck_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_make_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_match_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_merge_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mess_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_met_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mill_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mob_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mode_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mood_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_moon_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mop_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_mouse_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_nag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_name_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_near_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_neat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_nice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_note_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_numb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pad_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_page_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pass_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pearl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_peg_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_perch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_phone_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pick_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pike_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pole_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_pool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_puff_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_raid_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rain_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_raise_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_reach_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_read_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_red_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_ring_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_ripe_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_road_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_room_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rose_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rot_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rough_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_rush_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_said_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sail_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_search_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_seize_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sell_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_shack_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_shall_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_shawl_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sheep_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_shirt_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_should_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_shout_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_size_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_soap_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_soup_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sour_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_south_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sub_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_such_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_sure_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_take_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_talk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tape_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_team_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tell_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_thin_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_third_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_thought_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_thumb_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_time_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_ton_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tool_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_tough_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_turn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_vine_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_voice_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_void_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_vote_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_wag_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_walk_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_wash_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_week_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_wheat_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_when_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_which_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_whip_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_white_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_wife_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_wire_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_witch_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_yearn_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_yes_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_young_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_neutral/YAF_youth_neutral.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_back_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bar_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_base_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bath_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bean_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_beg_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bite_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_boat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bone_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_book_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_bought_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_burn_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_cab_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_calm_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_came_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_cause_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_chain_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_chair_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_chalk_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_chat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_check_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_cheek_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_chief_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_choice_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_cool_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dab_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_date_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dead_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_death_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_deep_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dime_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dip_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_ditch_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dodge_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_dog_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_doll_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_door_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_fail_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_fall_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_far_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_fat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_fit_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_five_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_food_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_gap_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_gas_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_gaze_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_germ_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_get_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_gin_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_goal_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_good_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_goose_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_gun_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_half_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hall_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hash_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hate_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_have_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_haze_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hire_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hit_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hole_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_home_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hurl_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_hush_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_jail_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_jar_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_join_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_judge_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_jug_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_juice_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_keen_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_keep_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_keg_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_kick_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_kill_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_king_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_kite_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_knock_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_late_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_laud_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lean_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_learn_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lease_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lid_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_life_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_limb_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_live_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_loaf_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_long_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lore_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lose_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_lot_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_love_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_luck_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_make_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_match_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_merge_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mess_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_met_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mill_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mob_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mode_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mood_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_moon_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mop_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_mouse_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_nag_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_name_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_near_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_neat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_nice_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_note_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_numb_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pad_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_page_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pain_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pass_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pearl_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_peg_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_perch_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_phone_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pick_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pike_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pole_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_pool_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_puff_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rag_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_raid_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rain_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_raise_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_reach_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_read_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_red_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_ring_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_ripe_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_road_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_room_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rose_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rot_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rough_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_rush_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_said_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sail_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_search_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_seize_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sell_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_shack_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_shall_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_shawl_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sheep_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_shirt_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_should_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_shout_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_size_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_soap_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_soup_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sour_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_south_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sub_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_such_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_sure_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_take_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_talk_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tape_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_team_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tell_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_thin_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_third_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_thought_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_thumb_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_time_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tip_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tire_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_ton_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tool_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_tough_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_turn_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_vine_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_voice_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_void_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_vote_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_wag_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_walk_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_wash_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_week_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_wheat_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_when_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_which_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_whip_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_white_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_wife_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_wire_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_witch_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_yearn_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_yes_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_young_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_pleasant_surprised/YAF_youth_ps.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_back_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bar_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_base_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bath_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bean_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_beg_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bite_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_boat_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bone_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_book_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_bought_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_burn_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_cab_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_calm_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_came_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_cause_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_chain_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_chair_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_chalk_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_chat_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_check_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_cheek_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_chief_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_choice_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_cool_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_dab_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_date_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_dead_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_death_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_deep_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_dime_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_dip_sad.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_knock_sad.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_pearl_sad.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_wheat_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_when_sad.wav  
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  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_white_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_wife_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_wire_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_witch_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_yearn_sad.wav  
  inflating: TESS Toronto emotional speech set data/YAF_sad/YAF_yes_sad.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_back_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bar_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_base_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bath_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bean_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_beg_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bite_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_boat_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bone_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_book_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_bought_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_burn_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_cab_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_calm_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_cause_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_chain_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_chair_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_chalk_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_chat_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_check_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_cheek_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_chief_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_choice_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_cool_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_date_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_dead_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_death_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_deep_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_dime_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_dip_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_dog_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_doll_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_door_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_food_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_gap_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_goal_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_gun_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_hall_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_hash_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_hole_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_home_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_hurl_fear.wav  
  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_hush_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_jar_fear.wav  
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  inflating: tess toronto emotional speech set data/TESS Toronto emotional speech set data/OAF_Fear/OAF_judge_fear.wav  
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In [5]:

Main_WAV_Path = Path('TESS Toronto emotional speech set data')

In [6]:

Wav_Path = list(Main_WAV_Path.glob(r'**/*.wav'))

In [7]:

Wav_Labels = list(map(lambda x: os.path.split(os.path.split(x)[0])[1], Wav_Path))

In [8]:

Wav_Path_Series = pd.Series(Wav_Path, name='WAV').astype(str)
Wav_Labels_Series = pd.Series(Wav_Labels, name='EMOTION')

In [9]:

Main_Wav_Data = pd.concat([Wav_Path_Series,Wav_Labels_Series], axis=1)
Main_Wav_Data.head(5)

Out[9]:

	WAV	EMOTION
0	TESS Toronto emotional speech set data/OAF_ang...	OAF_angry
1	TESS Toronto emotional speech set data/OAF_ang...	OAF_angry
2	TESS Toronto emotional speech set data/OAF_ang...	OAF_angry
3	TESS Toronto emotional speech set data/OAF_ang...	OAF_angry
4	TESS Toronto emotional speech set data/OAF_ang...	OAF_angry

In [10]:

Main_Wav_Data['EMOTION'].value_counts()

Out[10]:

OAF_angry                 200
YAF_disgust               200
OAF_Sad                   200
YAF_fear                  200
YAF_happy                 200
OAF_Fear                  200
OAF_Pleasant_surprise     200
OAF_neutral               200
YAF_sad                   200
OAF_happy                 200
YAF_neutral               200
YAF_angry                 200
OAF_disgust               200
YAF_pleasant_surprised    200
Name: EMOTION, dtype: int64

In [11]:

Main_Wav_Data = Main_Wav_Data.sample(frac=1).reset_index(drop=True)
Main_Wav_Data.head(5)

Out[11]:

	WAV	EMOTION
0	TESS Toronto emotional speech set data/OAF_dis...	OAF_disgust
1	TESS Toronto emotional speech set data/YAF_hap...	YAF_happy
2	TESS Toronto emotional speech set data/YAF_fea...	YAF_fear
3	TESS Toronto emotional speech set data/OAF_neu...	OAF_neutral
4	TESS Toronto emotional speech set data/OAF_hap...	OAF_happy

¶

2. EDA

Back to Table of Contents

Examples of Audios

In [12]:

rate, speech = read(Main_Wav_Data['WAV'][2342])
print(Main_Wav_Data['EMOTION'][2342])

Audio(speech, rate=rate, autoplay=False)

YAF_neutral

Out[12]:

In [13]:

rate,speech = read(Main_Wav_Data['WAV'][2342])
print(Main_Wav_Data['EMOTION'][2342])
print(speech.shape)
print(speech.dtype)
print(rate)

YAF_neutral
(50823,)
int16
24414

In [14]:

rate, speech = read(Main_Wav_Data['WAV'][10])
print(Main_Wav_Data['EMOTION'][10])

Audio(speech, rate=rate, autoplay=False)

OAF_angry

Out[14]:

In [15]:

rate,speech = read(Main_Wav_Data['WAV'][10])
print(Main_Wav_Data['EMOTION'][10])
print(speech.shape)
print(speech.dtype)
print(rate)

OAF_angry
(36848,)
int16
24414

In [16]:

rate, speech = read(Main_Wav_Data['WAV'][100])
print(Main_Wav_Data['EMOTION'][100])

Audio(speech, rate=rate, autoplay=False)

OAF_neutral

Out[16]:

In [17]:

rate,speech = read(Main_Wav_Data['WAV'][100])
print(Main_Wav_Data['EMOTION'][100])
print(speech.shape)
print(speech.dtype)
print(rate)

OAF_neutral
(48876,)
int16
24414

Waveplot

In [18]:

figure = plt.figure(figsize=(13,6))
audio_speech,rate = librosa.load(Main_Wav_Data['WAV'][120])
librosa.display.waveplot(audio_speech, sr=rate, color = '#ff0066')
Audio(audio_speech, rate=rate)

Out[18]:

In [19]:

figure = plt.figure(figsize=(13,6))
audio_speech,rate = librosa.load(Main_Wav_Data['WAV'][10])
librosa.display.waveplot(audio_speech, sr=rate, color = '#00cc99')
Audio(audio_speech, rate=rate)

Out[19]:

Noise:

In [20]:

def add_noise(data):
    noise_value = 0.015 * np.random.uniform() * np.amax(data)
    data = data + noise_value * np.random.normal(size=data.shape[0])
    return data

In [21]:

figure = plt.figure(figsize=(13,6))

audio_speech,sample_rate = librosa.load(Main_Wav_Data['WAV'][2000])

noise_injection = add_noise(audio_speech)

librosa.display.waveplot(noise_injection, sr=sample_rate)
Audio(noise_injection, rate=sample_rate)

Out[21]:

Stretch:

In [22]:

def stretch_process(data, rate=0.8):
    return librosa.effects.time_stretch(data, rate)

In [23]:

figure = plt.figure(figsize=(13,6))

audio_speech,sample_rate = librosa.load(Main_Wav_Data['WAV'][2000])

stretching_audio = stretch_process(audio_speech)
librosa.display.waveplot(stretching_audio, sr=sample_rate, color='#cc0000')
Audio(stretching_audio, rate=sample_rate)

Out[23]:

Shifting:

In [24]:

def shift_process(data):
    shift_range = int(np.random.uniform(low=-5, high=5) * 1000)
    return np.roll(data, shift_range)

In [25]:

figure = plt.figure(figsize=(13,6))

audio_speech,sample_rate = librosa.load(Main_Wav_Data['WAV'][2000])

shifting_audio = shift_process(audio_speech)
librosa.display.waveplot(shifting_audio, sr=sample_rate, color='purple')
Audio(shifting_audio, rate=sample_rate)

Out[25]:

Pitch:

In [26]:

def pitch_process(data,sampling_rate,pitch_factor=0.7):
    return librosa.effects.pitch_shift(data,sampling_rate, pitch_factor)

In [27]:

figure = plt.figure(figsize=(13,6))

audio_speech,sample_rate = librosa.load(Main_Wav_Data['WAV'][2000])

pitch_audio = pitch_process(audio_speech, sample_rate)
librosa.display.waveplot(pitch_audio, sr=sample_rate, color='orange')
Audio(pitch_audio, rate=sample_rate)

Out[27]:

Sound: sequence of vibrations in varying pressure strengths (y)
The sample rate (sr) is the number of samples of audio carried per second, measured in Hz or kHz

In [28]:

# Importing 1 file
y, sr = librosa.load(Main_Wav_Data['WAV'][2000])

print('y:', y, '\n')
print('y shape:', np.shape(y), '\n')
print('Sample Rate (KHz):', sr, '\n')

# Verify length of the audio
print('Check Len of Audio:', np.shape(y)[0]/sr)

y: [ 0.00030614  0.00074618  0.00033639 ... -0.00029043  0.00022785
  0.        ] 

y shape: (38635,) 

Sample Rate (KHz): 22050 

Check Len of Audio: 1.752154195011338

In [29]:

# Trim leading and trailing silence from an audio signal (silence before and after the actual audio)
audio_file, _ = librosa.effects.trim(y)

# the result is an numpy ndarray
print('Audio File:', audio_file, '\n')
print('Audio File shape:', np.shape(audio_file))

Audio File: [ 0.00030614  0.00074618  0.00033639 ... -0.00029043  0.00022785
  0.        ] 

Audio File shape: (38635,)

In [30]:

plt.figure(figsize = (13, 6))
librosa.display.waveplot(y = audio_file, sr = sr, color = 'green');
plt.title('Sound Waves');

Fourier Transform:

Function that gets a signal in the time domain as input, and outputs its decomposition into frequencies Transform both the y-axis (frequency) to log scale, and the “color” axis (amplitude) to Decibels, which is approx. the log scale of amplitudes.

In [31]:

# Default FFT window size
n_fft = 2048 # FFT window size
hop_length = 512 # number audio of frames between STFT columns (looks like a good default)

# Short-time Fourier transform (STFT)
D = np.abs(librosa.stft(audio_file, n_fft = n_fft, hop_length = hop_length))

print('Shape of D object:', np.shape(D))

plt.figure(figsize = (13, 6));
plt.plot(D);

Shape of D object: (1025, 76)

The Spectrogram:

What is a spectrogram? A spectrogram is a visual representation of the spectrum of frequencies of a signal as it varies with time. When applied to an audio signal, spectrograms are sometimes called sonographs, voiceprints, or voicegrams (wiki).
Here we convert the frequency axis to a logarithmic one.

In [32]:

figure = plt.figure(figsize=(13,6))

audio_speech,rate = librosa.load(Main_Wav_Data['WAV'][2000])

stft_audio = librosa.stft(audio_speech)
Db_audio = librosa.amplitude_to_db(abs(stft_audio))
librosa.display.specshow(Db_audio, sr=rate, x_axis='time', y_axis='hz')
Audio(audio_speech, rate=rate)

Out[32]:

Mel Spectrogram:

The Mel Scale, mathematically speaking, is the result of some non-linear transformation of the frequency scale. The Mel Spectrogram is a normal Spectrogram, but with a Mel Scale on the y axis.

In [33]:

S = librosa.feature.melspectrogram(y, sr=sr)
S_DB = librosa.amplitude_to_db(S, ref=np.max)

plt.figure(figsize = (13, 6))
librosa.display.specshow(S_DB, sr=sr, hop_length=hop_length, x_axis = 'time', y_axis = 'log', cmap = 'cool')
plt.colorbar()
plt.title('Mel Spectrogram');

Zero Crossing Rate:

the rate at which the signal changes from positive to negative or back.

In [34]:

# Total zero_crossings in our 1 song
zero_crossings = librosa.zero_crossings(audio_file, pad=False)
print(sum(zero_crossings))

Harmonics and Perceptrual:

Harmonics are characteristichs that human years can't distinguish (represents the sound color)
Perceptrual understanding shock wave represents the sound rhythm and emotion

In [35]:

y_harm, y_perc = librosa.effects.hpss(audio_file)

plt.figure(figsize = (13, 6))
plt.plot(y_harm, color = '#cc0000');
plt.plot(y_perc, color = '#00cc99');

Tempo BMP (beats per minute):

Dynamic programming beat tracker.

In [36]:

tempo, _ = librosa.beat.beat_track(y, sr = sr)
tempo

Out[36]:

129.19921875

Spectral Centroid:

indicates where the ”centre of mass” for a sound is located and is calculated as the weighted mean of the frequencies present in the sound.

In [37]:

# Calculate the Spectral Centroids
spectral_centroids = librosa.feature.spectral_centroid(audio_file, sr=sr)[0]

# Shape is a vector
print('Centroids:', spectral_centroids, '\n')
print('Shape of Spectral Centroids:', spectral_centroids.shape, '\n')

# Computing the time variable for visualization
frames = range(len(spectral_centroids))

# Converts frame counts to time (seconds)
t = librosa.frames_to_time(frames)

print('frames:', frames, '\n')
print('t:', t)

Centroids: [4940.81963865 6327.19463118 7147.81406484 7752.32331513 8004.54346528
 7990.01579971 8005.93588733 7957.94827651 7797.22797633 6310.81643739
 3279.09322006 2664.78532369 2631.25781323 2566.73179974 2627.15740144
 2819.78331455 3224.48576058 3843.56539196 4806.35431336 5406.27442188
 5444.47310102 5072.59530844 2943.16009658 2443.31665555 2150.72912428
 1725.34703627 1164.05799605 1155.83636326 1318.05302636 1481.35494691
 1701.47277336 1839.58222888 2176.9348766  2441.37694799 2541.38609607
 2422.7741886  2234.10895978 2029.68147735 1726.38485802 1407.71301498
 1181.01450703 1784.48264945 1892.81627973 1691.74903522 1869.05530676
 1571.74054844 1184.3062587   915.33896235  807.16829463  975.44375381
 1260.3584256  1521.98146897 1726.92834366 1949.94052756 2280.65694901
 2827.52662501 2980.44264109 2431.299773   2215.81878622 2378.77648939
 2274.24057491 2320.91718291 2365.44433307 2452.29295107 2500.69006128
 2382.51499047 1565.09698128 1208.08903789 1308.34128018 1303.73210785
 1381.89794264 1741.86718318 1985.07325458 2000.30186055 2005.20809558
 2433.90090006] 

Shape of Spectral Centroids: (76,) 

frames: range(0, 76) 

t: [0.         0.02321995 0.04643991 0.06965986 0.09287982 0.11609977
 0.13931973 0.16253968 0.18575964 0.20897959 0.23219955 0.2554195
 0.27863946 0.30185941 0.32507937 0.34829932 0.37151927 0.39473923
 0.41795918 0.44117914 0.46439909 0.48761905 0.510839   0.53405896
 0.55727891 0.58049887 0.60371882 0.62693878 0.65015873 0.67337868
 0.69659864 0.71981859 0.74303855 0.7662585  0.78947846 0.81269841
 0.83591837 0.85913832 0.88235828 0.90557823 0.92879819 0.95201814
 0.9752381  0.99845805 1.021678   1.04489796 1.06811791 1.09133787
 1.11455782 1.13777778 1.16099773 1.18421769 1.20743764 1.2306576
 1.25387755 1.27709751 1.30031746 1.32353741 1.34675737 1.36997732
 1.39319728 1.41641723 1.43963719 1.46285714 1.4860771  1.50929705
 1.53251701 1.55573696 1.57895692 1.60217687 1.62539683 1.64861678
 1.67183673 1.69505669 1.71827664 1.7414966 ]

In [38]:

# Plotting the Spectral Centroid along the waveform

# Function that normalizes the Sound Data
def normalize(x, axis=0):
    return sklearn.preprocessing.minmax_scale(x, axis=axis)
    
plt.figure(figsize = (13, 6))
librosa.display.waveplot(audio_file, sr=sr, color = '#ff9966');
plt.plot(t, normalize(spectral_centroids), color='#66ccff');

Spectral Rolloff:

is a measure of the shape of the signal. It represents the frequency below which a specified percentage of the total spectral energy, e.g. 85%, lies

In [39]:

# Spectral RollOff Vector
spectral_rolloff = librosa.feature.spectral_rolloff(audio_file, sr=sr)[0]

# The plot
plt.figure(figsize = (13, 6))
librosa.display.waveplot(audio_file, sr=sr, alpha=0.4, color = '#A300F9');
plt.plot(t, normalize(spectral_rolloff), color='#FFB100');

Mel-Frequency Cepstral Coefficients:

The Mel frequency cepstral coefficients (MFCCs) of a signal are a small set of features (usually about 10–20) which concisely describe the overall shape of a spectral envelope. It models the characteristics of the human voice.

In [40]:

mfccs = librosa.feature.mfcc(audio_file, sr=sr)
print('mfccs shape:', mfccs.shape)

# Displaying  the MFCCs
plt.figure(figsize = (13, 6))
librosa.display.specshow(mfccs, sr=sr, x_axis='time', cmap = 'cool');

mfccs shape: (20, 76)

¶

3. Preprocessing

Back to Table of Contents

In [39]:

def extract_process(data):
    
    output_result = np.array([])
    mean_zero = np.mean(librosa.feature.zero_crossing_rate(y=data).T,axis=0)
    output_result = np.hstack((output_result,mean_zero))
    
    stft_out = np.abs(librosa.stft(data))
    chroma_stft = np.mean(librosa.feature.chroma_stft(S=stft_out,sr=sample_rate).T,axis=0)
    output_result = np.hstack((output_result,chroma_stft))
    
    mfcc_out = np.mean(librosa.feature.mfcc(y=data,sr=sample_rate).T,axis=0)
    output_result = np.hstack((output_result,mfcc_out))
    
    root_mean_out = np.mean(librosa.feature.rms(y=data).T,axis=0)
    output_result = np.hstack((output_result,root_mean_out))
    
    mel_spectogram = np.mean(librosa.feature.melspectrogram(y=data,sr=sample_rate).T,axis=0)
    output_result = np.hstack((output_result,mel_spectogram))
    
    return output_result

In [40]:

def export_process(path):
    
    data,sample_rate = librosa.load(path,duration=2.5,offset=0.6)
    
    output_1 = extract_process(data)
    result = np.array(output_1)
    
    noise_out = add_noise(data)
    output_2 = extract_process(noise_out)
    result = np.vstack((result,output_2))
    
    new_out = stretch_process(data)
    strectch_pitch = pitch_process(new_out,sample_rate)
    output_3 = extract_process(strectch_pitch)
    result = np.vstack((result,output_3))
    
    return result

In [42]:

X_train, y_train = [],[]

for path,emotion in zip(Main_Wav_Data.WAV, Main_Wav_Data.EMOTION):
    
    features = export_process(path)
    
    for element in features:
        X_train.append(element)
        y_train.append(emotion)

In [45]:

print(len(X_train))
print(len(y_train))
print(len(Main_Wav_Data.WAV))
print(X_train[0].shape)

In [47]:

New_Features_Wav = pd.DataFrame(X_train)
New_Features_Wav['EMOTIONS'] = y_train

New_Features_Wav.to_csv('New_Wav_Set.csv', index=False)
New_Features_Wav.head(5)

Out[47]:

	0	1	2	3	4	5	6	7	8	9	...	153	154	155	156	157	158	159	160	161	EMOTIONS
0	0.055575	0.292345	0.479627	0.334613	0.322109	0.370994	0.479266	0.933623	0.586313	0.332760	...	0.000010	0.000021	0.000015	0.000016	0.000012	0.000005	8.710197e-07	8.116926e-08	1.533833e-08	OAF_neutral
1	0.056934	0.296830	0.485121	0.340952	0.328351	0.380511	0.482851	0.934719	0.588867	0.338838	...	0.000011	0.000021	0.000015	0.000016	0.000013	0.000005	1.573915e-06	8.838117e-07	8.187312e-07	OAF_neutral
2	0.058665	0.289988	0.264271	0.457303	0.307444	0.269937	0.336408	0.464787	0.964446	0.542665	...	0.000003	0.000002	0.000003	0.000005	0.000003	0.000003	4.845274e-07	1.509497e-08	5.118255e-10	OAF_neutral
3	0.103018	0.377496	0.464786	0.470453	0.400674	0.388081	0.408613	0.528203	0.540592	0.444656	...	0.000293	0.000488	0.000507	0.000489	0.000298	0.000162	4.025916e-05	2.583791e-06	2.853317e-08	OAF_Pleasant_surprise
4	0.106507	0.401849	0.487043	0.484786	0.417820	0.424877	0.448959	0.548388	0.561508	0.470152	...	0.000318	0.000503	0.000530	0.000506	0.000315	0.000180	6.180123e-05	2.451167e-05	2.173154e-05	OAF_Pleasant_surprise

5 rows × 163 columns

In [48]:

print(New_Features_Wav['EMOTIONS'].value_counts())

OAF_neutral               600
OAF_Pleasant_surprise     600
YAF_angry                 600
OAF_happy                 600
YAF_happy                 600
OAF_Sad                   600
YAF_pleasant_surprised    600
OAF_Fear                  600
OAF_angry                 600
YAF_sad                   600
OAF_disgust               600
YAF_disgust               600
YAF_fear                  600
YAF_neutral               600
Name: EMOTIONS, dtype: int64

In [50]:

encoder_label = OneHotEncoder()
scaler_data = StandardScaler()

In [51]:

X = New_Features_Wav.iloc[:,:-1].values
Y = New_Features_Wav['EMOTIONS'].values

print(X.shape)
print(Y.shape)

(8400, 162)
(8400,)

In [52]:

Y = encoder_label.fit_transform(np.array(Y).reshape(-1,1)).toarray()
print(Y.shape)

(8400, 14)

In [53]:

X_train, X_test, y_train, y_test = train_test_split(X, Y, train_size=0.9, random_state=42, shuffle=True)

In [54]:

print(X_train.shape)
print(y_train.shape)
print(X_test.shape)
print(y_test.shape)

(7560, 162)
(7560, 14)
(840, 162)
(840, 14)

In [56]:

X_train = scaler_data.fit_transform(X_train)
X_test = scaler_data.transform(X_test)

In [57]:

X_train = np.expand_dims(X_train, axis=2)
X_test = np.expand_dims(X_test, axis=2)

In [58]:

print(X_train.shape)
print(X_test.shape)

(7560, 162, 1)
(840, 162, 1)

¶

4. Model and Prediction

Back to Table of Contents

In [60]:

Model = tf.keras.models.Sequential()
Model.add(tf.keras.layers.Conv1D(256, kernel_size=5, strides=1, padding='same', activation='relu', input_shape=(X_train.shape[1], 1)))
Model.add(tf.keras.layers.MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))

Model.add(tf.keras.layers.Conv1D(256, kernel_size=5, strides=1, padding='same', activation='relu'))
Model.add(tf.keras.layers.MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))

Model.add(tf.keras.layers.Conv1D(128, kernel_size=5, strides=1, padding='same', activation='relu'))
Model.add(tf.keras.layers.MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))
Model.add(tf.keras.layers.Dropout(0.2))

Model.add(tf.keras.layers.Conv1D(64, kernel_size=5, strides=1, padding='same', activation='relu'))
Model.add(tf.keras.layers.MaxPooling1D(pool_size=5, strides = 2, padding = 'same'))

Model.add(tf.keras.layers.Flatten())
Model.add(tf.keras.layers.Dense(units=32, activation='relu'))
Model.add(tf.keras.layers.Dropout(0.3))

Model.add(tf.keras.layers.Dense(units=14, activation='softmax'))

Model.summary()

Model: "sequential"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 conv1d (Conv1D)             (None, 162, 256)          1536      
                                                                 
 max_pooling1d (MaxPooling1D  (None, 81, 256)          0         
 )                                                               
                                                                 
 conv1d_1 (Conv1D)           (None, 81, 256)           327936    
                                                                 
 max_pooling1d_1 (MaxPooling  (None, 41, 256)          0         
 1D)                                                             
                                                                 
 conv1d_2 (Conv1D)           (None, 41, 128)           163968    
                                                                 
 max_pooling1d_2 (MaxPooling  (None, 21, 128)          0         
 1D)                                                             
                                                                 
 dropout (Dropout)           (None, 21, 128)           0         
                                                                 
 conv1d_3 (Conv1D)           (None, 21, 64)            41024     
                                                                 
 max_pooling1d_3 (MaxPooling  (None, 11, 64)           0         
 1D)                                                             
                                                                 
 flatten (Flatten)           (None, 704)               0         
                                                                 
 dense (Dense)               (None, 32)                22560     
                                                                 
 dropout_1 (Dropout)         (None, 32)                0         
                                                                 
 dense_1 (Dense)             (None, 14)                462       
                                                                 
=================================================================
Total params: 557,486
Trainable params: 557,486
Non-trainable params: 0
_________________________________________________________________

In [62]:

plot_model(Model, to_file='model.png', show_shapes=True, show_layer_names=True)

Out[62]:

In [66]:

EPOCHS = 50
#learning_rate = 1e-4
#decay_rate = learning_rate / EPOCHS
#opt = tf.optimizers.Adam(lr=learning_rate, beta_1=0.9, beta_2=0.999, epsilon=None, decay=decay_rate, amsgrad=False)

Model.compile(optimizer = 'adam' , loss = 'categorical_crossentropy' , metrics = ['accuracy'])

callbacks = [ModelCheckpoint('speech-emotion-recgonition.hdf5', verbose=1, save_best_only=True)]

history = Model.fit(X_train, y_train,
                    batch_size=64,
                    epochs=EPOCHS, 
                    callbacks=callbacks,
                    validation_data = (X_test, y_test))

Epoch 1/50
119/119 [==============================] - ETA: 0s - loss: 2.0021 - accuracy: 0.3382
Epoch 1: val_loss improved from inf to 0.90804, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 52s 431ms/step - loss: 2.0021 - accuracy: 0.3382 - val_loss: 0.9080 - val_accuracy: 0.7643
Epoch 2/50
119/119 [==============================] - ETA: 0s - loss: 0.8971 - accuracy: 0.7001
Epoch 2: val_loss improved from 0.90804 to 0.34190, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 70s 585ms/step - loss: 0.8971 - accuracy: 0.7001 - val_loss: 0.3419 - val_accuracy: 0.9000
Epoch 3/50
119/119 [==============================] - ETA: 0s - loss: 0.5618 - accuracy: 0.8114
Epoch 3: val_loss improved from 0.34190 to 0.27352, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 56s 472ms/step - loss: 0.5618 - accuracy: 0.8114 - val_loss: 0.2735 - val_accuracy: 0.9119
Epoch 4/50
119/119 [==============================] - ETA: 0s - loss: 0.4174 - accuracy: 0.8636
Epoch 4: val_loss improved from 0.27352 to 0.16523, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 60s 504ms/step - loss: 0.4174 - accuracy: 0.8636 - val_loss: 0.1652 - val_accuracy: 0.9452
Epoch 5/50
119/119 [==============================] - ETA: 0s - loss: 0.3057 - accuracy: 0.9025
Epoch 5: val_loss improved from 0.16523 to 0.12444, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 51s 422ms/step - loss: 0.3057 - accuracy: 0.9025 - val_loss: 0.1244 - val_accuracy: 0.9667
Epoch 6/50
119/119 [==============================] - ETA: 0s - loss: 0.2450 - accuracy: 0.9185
Epoch 6: val_loss improved from 0.12444 to 0.11489, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 424ms/step - loss: 0.2450 - accuracy: 0.9185 - val_loss: 0.1149 - val_accuracy: 0.9631
Epoch 7/50
119/119 [==============================] - ETA: 0s - loss: 0.1901 - accuracy: 0.9351
Epoch 7: val_loss improved from 0.11489 to 0.11096, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 417ms/step - loss: 0.1901 - accuracy: 0.9351 - val_loss: 0.1110 - val_accuracy: 0.9655
Epoch 8/50
119/119 [==============================] - ETA: 0s - loss: 0.1812 - accuracy: 0.9411
Epoch 8: val_loss improved from 0.11096 to 0.07342, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 421ms/step - loss: 0.1812 - accuracy: 0.9411 - val_loss: 0.0734 - val_accuracy: 0.9726
Epoch 9/50
119/119 [==============================] - ETA: 0s - loss: 0.1553 - accuracy: 0.9484
Epoch 9: val_loss did not improve from 0.07342
119/119 [==============================] - 51s 430ms/step - loss: 0.1553 - accuracy: 0.9484 - val_loss: 0.0905 - val_accuracy: 0.9702
Epoch 10/50
119/119 [==============================] - ETA: 0s - loss: 0.1535 - accuracy: 0.9504
Epoch 10: val_loss did not improve from 0.07342
119/119 [==============================] - 49s 407ms/step - loss: 0.1535 - accuracy: 0.9504 - val_loss: 0.0983 - val_accuracy: 0.9714
Epoch 11/50
119/119 [==============================] - ETA: 0s - loss: 0.1195 - accuracy: 0.9624
Epoch 11: val_loss improved from 0.07342 to 0.06259, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 418ms/step - loss: 0.1195 - accuracy: 0.9624 - val_loss: 0.0626 - val_accuracy: 0.9762
Epoch 12/50
119/119 [==============================] - ETA: 0s - loss: 0.0920 - accuracy: 0.9681
Epoch 12: val_loss did not improve from 0.06259
119/119 [==============================] - 49s 408ms/step - loss: 0.0920 - accuracy: 0.9681 - val_loss: 0.0765 - val_accuracy: 0.9750
Epoch 13/50
119/119 [==============================] - ETA: 0s - loss: 0.1027 - accuracy: 0.9671
Epoch 13: val_loss improved from 0.06259 to 0.06106, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 417ms/step - loss: 0.1027 - accuracy: 0.9671 - val_loss: 0.0611 - val_accuracy: 0.9833
Epoch 14/50
119/119 [==============================] - ETA: 0s - loss: 0.1107 - accuracy: 0.9626
Epoch 14: val_loss did not improve from 0.06106
119/119 [==============================] - 49s 410ms/step - loss: 0.1107 - accuracy: 0.9626 - val_loss: 0.0851 - val_accuracy: 0.9750
Epoch 15/50
119/119 [==============================] - ETA: 0s - loss: 0.1130 - accuracy: 0.9668
Epoch 15: val_loss improved from 0.06106 to 0.05039, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 50s 417ms/step - loss: 0.1130 - accuracy: 0.9668 - val_loss: 0.0504 - val_accuracy: 0.9750
Epoch 16/50
119/119 [==============================] - ETA: 0s - loss: 0.0857 - accuracy: 0.9701
Epoch 16: val_loss did not improve from 0.05039
119/119 [==============================] - 48s 407ms/step - loss: 0.0857 - accuracy: 0.9701 - val_loss: 0.0609 - val_accuracy: 0.9786
Epoch 17/50
119/119 [==============================] - ETA: 0s - loss: 0.0810 - accuracy: 0.9731
Epoch 17: val_loss improved from 0.05039 to 0.03221, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 49s 416ms/step - loss: 0.0810 - accuracy: 0.9731 - val_loss: 0.0322 - val_accuracy: 0.9893
Epoch 18/50
119/119 [==============================] - ETA: 0s - loss: 0.0949 - accuracy: 0.9716
Epoch 18: val_loss did not improve from 0.03221
119/119 [==============================] - 49s 415ms/step - loss: 0.0949 - accuracy: 0.9716 - val_loss: 0.0636 - val_accuracy: 0.9810
Epoch 19/50
119/119 [==============================] - ETA: 0s - loss: 0.0646 - accuracy: 0.9775
Epoch 19: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 406ms/step - loss: 0.0646 - accuracy: 0.9775 - val_loss: 0.0359 - val_accuracy: 0.9881
Epoch 20/50
119/119 [==============================] - ETA: 0s - loss: 0.0694 - accuracy: 0.9763
Epoch 20: val_loss did not improve from 0.03221
119/119 [==============================] - 50s 417ms/step - loss: 0.0694 - accuracy: 0.9763 - val_loss: 0.0987 - val_accuracy: 0.9798
Epoch 21/50
119/119 [==============================] - ETA: 0s - loss: 0.0970 - accuracy: 0.9718
Epoch 21: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 406ms/step - loss: 0.0970 - accuracy: 0.9718 - val_loss: 0.0707 - val_accuracy: 0.9786
Epoch 22/50
119/119 [==============================] - ETA: 0s - loss: 0.0772 - accuracy: 0.9750
Epoch 22: val_loss did not improve from 0.03221
119/119 [==============================] - 50s 416ms/step - loss: 0.0772 - accuracy: 0.9750 - val_loss: 0.0389 - val_accuracy: 0.9833
Epoch 23/50
119/119 [==============================] - ETA: 0s - loss: 0.0559 - accuracy: 0.9812
Epoch 23: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 406ms/step - loss: 0.0559 - accuracy: 0.9812 - val_loss: 0.0508 - val_accuracy: 0.9845
Epoch 24/50
119/119 [==============================] - ETA: 0s - loss: 0.0525 - accuracy: 0.9825
Epoch 24: val_loss did not improve from 0.03221
119/119 [==============================] - 49s 409ms/step - loss: 0.0525 - accuracy: 0.9825 - val_loss: 0.1285 - val_accuracy: 0.9714
Epoch 25/50
119/119 [==============================] - ETA: 0s - loss: 0.0769 - accuracy: 0.9754
Epoch 25: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 403ms/step - loss: 0.0769 - accuracy: 0.9754 - val_loss: 0.0703 - val_accuracy: 0.9786
Epoch 26/50
119/119 [==============================] - ETA: 0s - loss: 0.0617 - accuracy: 0.9824
Epoch 26: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 400ms/step - loss: 0.0617 - accuracy: 0.9824 - val_loss: 0.1064 - val_accuracy: 0.9726
Epoch 27/50
119/119 [==============================] - ETA: 0s - loss: 0.0512 - accuracy: 0.9837
Epoch 27: val_loss did not improve from 0.03221
119/119 [==============================] - 49s 413ms/step - loss: 0.0512 - accuracy: 0.9837 - val_loss: 0.0620 - val_accuracy: 0.9821
Epoch 28/50
119/119 [==============================] - ETA: 0s - loss: 0.0520 - accuracy: 0.9825
Epoch 28: val_loss did not improve from 0.03221
119/119 [==============================] - 48s 400ms/step - loss: 0.0520 - accuracy: 0.9825 - val_loss: 0.0347 - val_accuracy: 0.9881
Epoch 29/50
119/119 [==============================] - ETA: 0s - loss: 0.0397 - accuracy: 0.9870
Epoch 29: val_loss improved from 0.03221 to 0.02746, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 49s 411ms/step - loss: 0.0397 - accuracy: 0.9870 - val_loss: 0.0275 - val_accuracy: 0.9893
Epoch 30/50
119/119 [==============================] - ETA: 0s - loss: 0.0484 - accuracy: 0.9839
Epoch 30: val_loss improved from 0.02746 to 0.01914, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 48s 401ms/step - loss: 0.0484 - accuracy: 0.9839 - val_loss: 0.0191 - val_accuracy: 0.9893
Epoch 31/50
119/119 [==============================] - ETA: 0s - loss: 0.0350 - accuracy: 0.9889
Epoch 31: val_loss did not improve from 0.01914
119/119 [==============================] - 49s 412ms/step - loss: 0.0350 - accuracy: 0.9889 - val_loss: 0.0347 - val_accuracy: 0.9893
Epoch 32/50
119/119 [==============================] - ETA: 0s - loss: 0.0280 - accuracy: 0.9893
Epoch 32: val_loss did not improve from 0.01914
119/119 [==============================] - 48s 400ms/step - loss: 0.0280 - accuracy: 0.9893 - val_loss: 0.0522 - val_accuracy: 0.9857
Epoch 33/50
119/119 [==============================] - ETA: 0s - loss: 0.0508 - accuracy: 0.9849
Epoch 33: val_loss did not improve from 0.01914
119/119 [==============================] - 49s 410ms/step - loss: 0.0508 - accuracy: 0.9849 - val_loss: 0.0400 - val_accuracy: 0.9881
Epoch 34/50
119/119 [==============================] - ETA: 0s - loss: 0.0456 - accuracy: 0.9848
Epoch 34: val_loss did not improve from 0.01914
119/119 [==============================] - 47s 398ms/step - loss: 0.0456 - accuracy: 0.9848 - val_loss: 0.1066 - val_accuracy: 0.9810
Epoch 35/50
119/119 [==============================] - ETA: 0s - loss: 0.0720 - accuracy: 0.9790
Epoch 35: val_loss did not improve from 0.01914
119/119 [==============================] - 49s 409ms/step - loss: 0.0720 - accuracy: 0.9790 - val_loss: 0.0255 - val_accuracy: 0.9905
Epoch 36/50
119/119 [==============================] - ETA: 0s - loss: 0.0528 - accuracy: 0.9825
Epoch 36: val_loss did not improve from 0.01914
119/119 [==============================] - 49s 408ms/step - loss: 0.0528 - accuracy: 0.9825 - val_loss: 0.1220 - val_accuracy: 0.9726
Epoch 37/50
119/119 [==============================] - ETA: 0s - loss: 0.0353 - accuracy: 0.9873
Epoch 37: val_loss did not improve from 0.01914
119/119 [==============================] - 48s 400ms/step - loss: 0.0353 - accuracy: 0.9873 - val_loss: 0.0357 - val_accuracy: 0.9940
Epoch 38/50
119/119 [==============================] - ETA: 0s - loss: 0.0468 - accuracy: 0.9851
Epoch 38: val_loss did not improve from 0.01914
119/119 [==============================] - 49s 411ms/step - loss: 0.0468 - accuracy: 0.9851 - val_loss: 0.0430 - val_accuracy: 0.9869
Epoch 39/50
119/119 [==============================] - ETA: 0s - loss: 0.0320 - accuracy: 0.9892
Epoch 39: val_loss improved from 0.01914 to 0.01846, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 48s 401ms/step - loss: 0.0320 - accuracy: 0.9892 - val_loss: 0.0185 - val_accuracy: 0.9940
Epoch 40/50
119/119 [==============================] - ETA: 0s - loss: 0.0233 - accuracy: 0.9919
Epoch 40: val_loss did not improve from 0.01846
119/119 [==============================] - 49s 410ms/step - loss: 0.0233 - accuracy: 0.9919 - val_loss: 0.0412 - val_accuracy: 0.9833
Epoch 41/50
119/119 [==============================] - ETA: 0s - loss: 0.0397 - accuracy: 0.9882
Epoch 41: val_loss did not improve from 0.01846
119/119 [==============================] - 47s 398ms/step - loss: 0.0397 - accuracy: 0.9882 - val_loss: 0.0327 - val_accuracy: 0.9893
Epoch 42/50
119/119 [==============================] - ETA: 0s - loss: 0.0470 - accuracy: 0.9861
Epoch 42: val_loss did not improve from 0.01846
119/119 [==============================] - 61s 517ms/step - loss: 0.0470 - accuracy: 0.9861 - val_loss: 0.0730 - val_accuracy: 0.9881
Epoch 43/50
119/119 [==============================] - ETA: 0s - loss: 0.0453 - accuracy: 0.9868
Epoch 43: val_loss did not improve from 0.01846
119/119 [==============================] - 53s 446ms/step - loss: 0.0453 - accuracy: 0.9868 - val_loss: 0.0655 - val_accuracy: 0.9845
Epoch 44/50
119/119 [==============================] - ETA: 0s - loss: 0.0289 - accuracy: 0.9906
Epoch 44: val_loss did not improve from 0.01846
119/119 [==============================] - 54s 451ms/step - loss: 0.0289 - accuracy: 0.9906 - val_loss: 0.0208 - val_accuracy: 0.9929
Epoch 45/50
119/119 [==============================] - ETA: 0s - loss: 0.0327 - accuracy: 0.9901
Epoch 45: val_loss did not improve from 0.01846
119/119 [==============================] - 48s 407ms/step - loss: 0.0327 - accuracy: 0.9901 - val_loss: 0.0425 - val_accuracy: 0.9881
Epoch 46/50
119/119 [==============================] - ETA: 0s - loss: 0.0304 - accuracy: 0.9914
Epoch 46: val_loss improved from 0.01846 to 0.01836, saving model to speech-emotion-recgonition.hdf5
119/119 [==============================] - 48s 405ms/step - loss: 0.0304 - accuracy: 0.9914 - val_loss: 0.0184 - val_accuracy: 0.9929
Epoch 47/50
119/119 [==============================] - ETA: 0s - loss: 0.0312 - accuracy: 0.9911
Epoch 47: val_loss did not improve from 0.01836
119/119 [==============================] - 48s 406ms/step - loss: 0.0312 - accuracy: 0.9911 - val_loss: 0.0225 - val_accuracy: 0.9929
Epoch 48/50
119/119 [==============================] - ETA: 0s - loss: 0.0282 - accuracy: 0.9906
Epoch 48: val_loss did not improve from 0.01836
119/119 [==============================] - 48s 404ms/step - loss: 0.0282 - accuracy: 0.9906 - val_loss: 0.0288 - val_accuracy: 0.9893
Epoch 49/50
119/119 [==============================] - ETA: 0s - loss: 0.0299 - accuracy: 0.9906
Epoch 49: val_loss did not improve from 0.01836
119/119 [==============================] - 48s 407ms/step - loss: 0.0299 - accuracy: 0.9906 - val_loss: 0.0722 - val_accuracy: 0.9857
Epoch 50/50
119/119 [==============================] - ETA: 0s - loss: 0.0497 - accuracy: 0.9858
Epoch 50: val_loss did not improve from 0.01836
119/119 [==============================] - 48s 405ms/step - loss: 0.0497 - accuracy: 0.9858 - val_loss: 0.0209 - val_accuracy: 0.9917

In [67]:

#-----------------------------------------------------------
# Retrieve a list of list results on train and test data
# sets for each training epoch
#-----------------------------------------------------------
acc      = history.history['accuracy']
val_acc  = history.history['val_accuracy']
loss     = history.history['loss']
val_loss = history.history['val_loss']

epochs   = range(len(acc)) # Get number of epochs

#------------------------------------------------
# Plot training and test accuracy per epoch
#------------------------------------------------
plt.figure(figsize=(15,5))
plt.plot  (epochs, acc, 'bo', color = '#ff0066')
plt.plot  (epochs, val_acc, color = '#00ccff')
plt.title ('Train and Test Accuracy')
plt.legend(['train', 'test'], loc='upper left')
plt.ylabel('dice coef')
plt.xlabel('epoch');

#------------------------------------------------
# Plot training and test loss per epoch
#------------------------------------------------
plt.figure(figsize=(15,5))
plt.plot  (epochs, loss, 'bo', color = '#ff0066')
plt.plot  (epochs, val_loss, color = '#00ccff')
plt.legend(['train', 'test'], loc='upper right')
plt.ylabel('loss')
plt.xlabel('epoch')
plt.title ('Training and Validation Loss');

In [70]:

model = load_model('speech-emotion-recgonition.hdf5')

In [72]:

results = model.evaluate(X_test, y_test)

27/27 [==============================] - 2s 70ms/step - loss: 0.0184 - accuracy: 0.9929

In [73]:

print('Test loss: ', results[0])
print('Test Acuuracy: ', results[1])

Test loss:  0.018359793350100517
Test Acuuracy:  0.9928571581840515

In [76]:

prediction_test = Model.predict(X_test)
y_prediction = encoder_label.inverse_transform(prediction_test)

y_test = encoder_label.inverse_transform(y_test)

In [75]:

print(prediction_test[0:10])

[[1.2539381e-35 2.6577417e-25 1.0000000e+00 8.2832591e-27 7.3499556e-14
  7.7953851e-22 8.5821120e-17 0.0000000e+00 1.0052549e-23 6.5280599e-38
  0.0000000e+00 1.8144091e-31 7.1360247e-24 1.7140523e-15]
 [2.3596723e-33 1.7425503e-18 2.3295285e-28 2.4711690e-27 3.2881669e-23
  5.1089242e-23 6.4766343e-25 7.9290117e-18 1.7867358e-16 1.3654086e-17
  2.5968544e-28 1.5442032e-25 1.0000000e+00 6.4055432e-20]
 [1.0000000e+00 8.0895154e-22 3.4732483e-38 2.5107539e-20 3.3402157e-23
  5.3391074e-26 1.0854162e-28 4.1783998e-29 3.5626304e-32 5.0885492e-27
  1.1747909e-24 1.0154011e-26 8.8076060e-33 1.1067026e-34]
 [1.8798333e-16 2.9010328e-16 2.3319381e-13 1.2988915e-18 7.1985068e-14
  9.7448682e-23 1.0000000e+00 9.0837906e-26 3.6552545e-22 3.0899621e-22
  1.0979684e-27 1.6812562e-14 9.6981158e-13 2.8822607e-22]
 [2.3574526e-16 1.0000000e+00 1.7059810e-25 2.5045686e-17 2.2699506e-10
  1.8099232e-08 6.8503353e-22 2.1773176e-18 2.2160013e-14 7.4349589e-19
  2.6823290e-25 1.4266034e-24 6.5437879e-13 1.8723222e-20]
 [3.0259796e-12 3.5308483e-05 1.8118940e-10 1.2834103e-09 7.4141821e-07
  9.9996400e-01 1.0003536e-14 3.7363785e-16 8.8303225e-13 1.4533132e-12
  2.1284858e-16 2.8435186e-15 4.9022737e-11 6.4256706e-10]
 [4.6422737e-18 6.8589050e-24 1.3814552e-26 9.8985063e-25 1.3901304e-18
  4.4002539e-31 6.7141622e-18 8.4398349e-27 2.6168432e-20 4.4045642e-26
  2.9742700e-33 1.0000000e+00 4.8994890e-29 2.8366012e-22]
 [4.0488853e-22 1.2341448e-27 9.1811188e-35 6.5418677e-24 1.7224746e-23
  3.1479538e-35 1.0920554e-24 1.9007195e-27 2.1901935e-28 8.9328200e-29
  2.8489435e-36 1.0000000e+00 4.2272072e-34 9.2321323e-31]
 [1.0000000e+00 7.2187027e-11 1.2745564e-25 8.5897518e-15 9.6142331e-15
  1.4530618e-14 8.7898456e-19 3.0403242e-17 5.4980962e-17 1.5926339e-15
  2.7084355e-17 1.7700658e-18 1.6653938e-18 1.8074135e-21]
 [8.3514515e-12 9.9987912e-01 5.8546203e-17 4.4290296e-13 7.3946886e-08
  1.1843028e-04 3.4090641e-15 2.8616672e-11 2.4390443e-08 4.1264714e-11
  3.4122610e-17 7.2685088e-17 2.2645049e-06 3.5979763e-12]]

In [77]:

print(y_prediction[0:10])

[['OAF_Sad']
 ['YAF_pleasant_surprised']
 ['OAF_Fear']
 ['OAF_neutral']
 ['OAF_Pleasant_surprise']
 ['OAF_happy']
 ['YAF_neutral']
 ['YAF_neutral']
 ['OAF_Fear']
 ['OAF_Pleasant_surprise']]

In [78]:

print(y_test[0:10])

[['OAF_Sad']
 ['YAF_pleasant_surprised']
 ['OAF_Fear']
 ['OAF_neutral']
 ['OAF_Pleasant_surprise']
 ['OAF_happy']
 ['YAF_neutral']
 ['YAF_neutral']
 ['OAF_Fear']
 ['OAF_Pleasant_surprise']]

In [80]:

conf_matrix = confusion_matrix(y_test, y_prediction)

plt.figure(figsize=(13,6))
sns.heatmap(conf_matrix, linecolor='white', cmap='Blues', linewidth=1, annot=True, fmt='')

plt.title('Confusion Matrix')
plt.xlabel('Predicted Labels')
plt.ylabel('Actual Labels');

In [81]:

print(classification_report(y_test, y_prediction))

                        precision    recall  f1-score   support

              OAF_Fear       1.00      1.00      1.00        74
 OAF_Pleasant_surprise       1.00      0.98      0.99        59
               OAF_Sad       1.00      0.97      0.99        76
             OAF_angry       1.00      0.98      0.99        56
           OAF_disgust       0.96      1.00      0.98        46
             OAF_happy       0.99      1.00      0.99        70
           OAF_neutral       1.00      1.00      1.00        50
             YAF_angry       1.00      1.00      1.00        65
           YAF_disgust       0.96      1.00      0.98        51
              YAF_fear       1.00      1.00      1.00        51
             YAF_happy       1.00      1.00      1.00        57
           YAF_neutral       1.00      1.00      1.00        57
YAF_pleasant_surprised       1.00      0.95      0.98        64
               YAF_sad       0.97      1.00      0.98        64

              accuracy                           0.99       840
             macro avg       0.99      0.99      0.99       840
          weighted avg       0.99      0.99      0.99       840